{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "table lizard forest baby  porcupine shrew boy   bus   tiger oak_tree keyboard shrew wolf  poppy willow_tree bowl  boy   beaver dolphin beaver shark mushroom tulip crab  dinosaur sunflower crab  house table pickup_truck bear  turtle\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc1 = nn.Linear(base_channel * 8 * 4, base_channel * 8)\n",
    "    self.fc2 = nn.Linear(base_channel * 8, base_channel * 4)\n",
    "    self.fc3 = nn.Linear(base_channel * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.fc2(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.fc3(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:4.1321,train_acc:8.0840,train_top5_acc:25.3880,test_loss:3.5833,test_acc:14.7500,test_top5_acc:39.3000\n",
      "epoch:1,train_loss:3.3526,train_acc:19.4120,train_top5_acc:46.2920,test_loss:3.1623,test_acc:23.0900,test_top5_acc:52.0100\n",
      "epoch:2,train_loss:2.8917,train_acc:27.9980,train_top5_acc:57.9440,test_loss:2.7734,test_acc:30.8000,test_top5_acc:60.3100\n",
      "epoch:3,train_loss:2.4802,train_acc:36.6000,train_top5_acc:67.4260,test_loss:2.4067,test_acc:38.1000,test_top5_acc:68.3300\n",
      "epoch:4,train_loss:2.0559,train_acc:45.5040,train_top5_acc:76.5000,test_loss:2.1556,test_acc:43.5100,test_top5_acc:74.0000\n",
      "epoch:5,train_loss:1.6609,train_acc:54.3680,train_top5_acc:83.3900,test_loss:2.0121,test_acc:47.1700,test_top5_acc:77.1300\n",
      "epoch:6,train_loss:1.2785,train_acc:63.6980,train_top5_acc:89.5560,test_loss:1.9941,test_acc:48.4500,test_top5_acc:77.8400\n",
      "epoch:7,train_loss:0.9105,train_acc:73.1320,train_top5_acc:94.4080,test_loss:2.1677,test_acc:47.8800,test_top5_acc:76.3900\n",
      "epoch:8,train_loss:0.5875,train_acc:82.4060,train_top5_acc:97.6120,test_loss:2.2577,test_acc:47.8900,test_top5_acc:76.7700\n",
      "epoch:9,train_loss:0.3461,train_acc:89.6900,train_top5_acc:99.2480,test_loss:2.4430,test_acc:48.2800,test_top5_acc:77.3000\n",
      "epoch:10,train_loss:0.2489,train_acc:92.4760,train_top5_acc:99.6540,test_loss:2.4725,test_acc:49.3800,test_top5_acc:76.9800\n",
      "epoch:11,train_loss:0.1979,train_acc:94.0680,train_top5_acc:99.8040,test_loss:2.5176,test_acc:48.2800,test_top5_acc:76.9700\n",
      "epoch:12,train_loss:0.1520,train_acc:95.6900,train_top5_acc:99.8520,test_loss:2.6083,test_acc:48.5800,test_top5_acc:76.7800\n",
      "epoch:13,train_loss:0.1323,train_acc:96.3020,train_top5_acc:99.8920,test_loss:2.5329,test_acc:49.6500,test_top5_acc:77.2300\n",
      "epoch:14,train_loss:0.1352,train_acc:96.2080,train_top5_acc:99.8800,test_loss:2.6751,test_acc:47.6800,test_top5_acc:76.0800\n",
      "epoch:15,train_loss:0.1522,train_acc:95.6140,train_top5_acc:99.8240,test_loss:2.5554,test_acc:49.4500,test_top5_acc:76.6200\n",
      "epoch:16,train_loss:0.1606,train_acc:95.3540,train_top5_acc:99.8400,test_loss:2.6234,test_acc:48.3900,test_top5_acc:75.9400\n"
     ]
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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